From 239844d7e6c92a1cbcb1ae5366da2b8b26b16ea5 Mon Sep 17 00:00:00 2001 From: turtlebasket Date: Sat, 3 Dec 2022 01:40:48 -0800 Subject: [PATCH] more stuff --- include/econ.hpp | 65 +++++++++++++++++++++++++++++++++++++++++------- models-1.ipynb | 18 +++++++------- 2 files changed, 65 insertions(+), 18 deletions(-) diff --git a/include/econ.hpp b/include/econ.hpp index 17c83dd..1eaecdd 100644 --- a/include/econ.hpp +++ b/include/econ.hpp @@ -1,10 +1,45 @@ #include #include #include +#include std::random_device econ_dev; std::mt19937 econ_rng(econ_dev()); +// ---------------------------------------------------------- +// -- Recipient Finders +// ---------------------------------------------------------- + +/** + * @brief Find & return random participant + * + * @param balances Balance vec + * @return int + */ +int find_participant_random(std::vector &balances) { + // random spend ratio is too costly + std::uniform_int_distribution dist_len(0,balances.size()-1); + return dist_len(econ_rng); +} + +/** + * @brief Find & return random participant + * + * @param balances Balance vec + * @param percent_cutoff Upper N% to decide among + * @return int + */ +int find_participant_random_wealthy(std::vector &balances, float percent_cutoff = 10) { + // random spend ratio is too costly + int cutoff = percent_cutoff / 100 * balances.size(); + std::uniform_int_distribution dist_len(0,balances.size()-1); + return dist_len(econ_rng); +} + +// ---------------------------------------------------------- +// -- Spend Decisions +// ---------------------------------------------------------- + /** * @brief Simple random economic spend decision * @@ -17,24 +52,36 @@ void economic_decision_simple(std::vector &balances, int id, float spend_ra // assert(spend_ratio > 0 && spend_ratio <= 1); int total_bal = balances.at(id); - // random spend ratio is too costly - // std::uniform_int_distribution dist_spend_ratios(0,10000 * spend_ratio); - std::uniform_int_distribution dist_len(0,balances.size()-1); int spendable = spend_ratio * total_bal; - int recipient_id = dist_len(econ_rng); + int recipient_id = find_participant_random(balances); balances.at(id) -= spendable; balances.at(recipient_id) += spendable; } /** - * @brief balances vec + * @brief Sin-based varying spend output based on age. Peaks in midlife * + * @param ages Ages vec * @param balances Balances vec * @param id ID of participant making decision - * @param id ID of participant making decision + * @param max_spend_ratio max/peak spend ratio + * @param bump how much to bump min spend amount from 0 */ -void economic_decision_tiered(std::vector &balances, int id, float max_spend_ratio) { - +void economic_random_age_sin( + std::vector &ages, + std::vector &balances, + int max_age, + int id, + float max_spend_ratio, + int bump = 0.1 +) { + int recipient_id = find_participant_random(balances); + int spendable = round( + max_spend_ratio * + sin(ages[id] / max_age) + + bump) + ; + balances.at(id) -= spendable; + balances.at(recipient_id) += spendable; } - diff --git a/models-1.ipynb b/models-1.ipynb index 3d8026b..011831f 100644 --- a/models-1.ipynb +++ b/models-1.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "aacc2bc9", "metadata": {}, "outputs": [], @@ -30,7 +30,7 @@ "import matplotlib.pyplot as plt\n", "\n", "TIME=1000\n", - "POP=100_000\n", + "POP=10_000\n", "\n", "# inheritance\n", "res = sim.pop_simple(TIME, 81, 1000, 1000, 10, POP, 0.04, 1)\n", @@ -44,18 +44,18 @@ "id": "eec890cf", "metadata": {}, "source": [ - "Graph results:" + "...then graph results:" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 2, "id": "25e2e73e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", + "image/png": 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", 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" ] @@ -109,7 +109,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3.11.0 64-bit", "language": "python", "name": "python3" }, @@ -123,11 +123,11 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.8" + "version": "3.11.0" }, "vscode": { "interpreter": { - "hash": "4b78f308fcd38df7196e2fb8c4e63326348fcf5e8b8f4528b19204cc8217ee27" + "hash": "5c7b89af1651d0b8571dde13640ecdccf7d5a6204171d6ab33e7c296e100e08a" } } },